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Relationship Between Sleep and Behavior in Autism Spectrum Disorder: Exploring the Impact of Sleep Variability
OBJECTIVE: The relationship between sleep (caregiver-reported and actigraphy-measured) and other caregiver-reported behaviors in children and adults with autism spectrum disorder (ASD) was examined, including the use of machine learning to identify sleep variables important in predicting anxiety in...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7105870/ https://www.ncbi.nlm.nih.gov/pubmed/32265629 http://dx.doi.org/10.3389/fnins.2020.00211 |
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author | Bangerter, Abigail Chatterjee, Meenakshi Manyakov, Nikolay V. Ness, Seth Lewin, David Skalkin, Andrew Boice, Matthew Goodwin, Matthew S. Dawson, Geraldine Hendren, Robert Leventhal, Bennett Shic, Frederick Esbensen, Anna Pandina, Gahan |
author_facet | Bangerter, Abigail Chatterjee, Meenakshi Manyakov, Nikolay V. Ness, Seth Lewin, David Skalkin, Andrew Boice, Matthew Goodwin, Matthew S. Dawson, Geraldine Hendren, Robert Leventhal, Bennett Shic, Frederick Esbensen, Anna Pandina, Gahan |
author_sort | Bangerter, Abigail |
collection | PubMed |
description | OBJECTIVE: The relationship between sleep (caregiver-reported and actigraphy-measured) and other caregiver-reported behaviors in children and adults with autism spectrum disorder (ASD) was examined, including the use of machine learning to identify sleep variables important in predicting anxiety in ASD. METHODS: Caregivers of ASD (n = 144) and typically developing (TD) (n = 41) participants reported on sleep and other behaviors. ASD participants wore an actigraphy device at nighttime during an 8 or 10-week non-interventional study. Mean and variability of actigraphy measures for ASD participants in the week preceding midpoint and endpoint were calculated and compared with caregiver-reported and clinician-reported symptoms using a mixed effects model. An elastic-net model was developed to examine which sleep measures may drive prediction of anxiety. RESULTS: Prevalence of caregiver-reported sleep difficulties in ASD was approximately 70% and correlated significantly (p < 0.05) with sleep efficiency measured by actigraphy. Mean and variability of actigraphy measures like sleep efficiency and number of awakenings were related significantly (p < 0.05) to ASD symptom severity, hyperactivity and anxiety. In the elastic net model, caregiver-reported sleep, and variability of sleep efficiency and awakenings were amongst the important predictors of anxiety. CONCLUSION: Caregivers report problems with sleep in the majority of children and adults with ASD. Reported problems and actigraphy measures of sleep, particularly variability, are related to parent reported behaviors. Measuring variability in sleep may prove useful in understanding the relationship between sleep problems and behavior in individuals with ASD. These findings may have implications for both intervention and monitoring outcomes in ASD. |
format | Online Article Text |
id | pubmed-7105870 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-71058702020-04-07 Relationship Between Sleep and Behavior in Autism Spectrum Disorder: Exploring the Impact of Sleep Variability Bangerter, Abigail Chatterjee, Meenakshi Manyakov, Nikolay V. Ness, Seth Lewin, David Skalkin, Andrew Boice, Matthew Goodwin, Matthew S. Dawson, Geraldine Hendren, Robert Leventhal, Bennett Shic, Frederick Esbensen, Anna Pandina, Gahan Front Neurosci Neuroscience OBJECTIVE: The relationship between sleep (caregiver-reported and actigraphy-measured) and other caregiver-reported behaviors in children and adults with autism spectrum disorder (ASD) was examined, including the use of machine learning to identify sleep variables important in predicting anxiety in ASD. METHODS: Caregivers of ASD (n = 144) and typically developing (TD) (n = 41) participants reported on sleep and other behaviors. ASD participants wore an actigraphy device at nighttime during an 8 or 10-week non-interventional study. Mean and variability of actigraphy measures for ASD participants in the week preceding midpoint and endpoint were calculated and compared with caregiver-reported and clinician-reported symptoms using a mixed effects model. An elastic-net model was developed to examine which sleep measures may drive prediction of anxiety. RESULTS: Prevalence of caregiver-reported sleep difficulties in ASD was approximately 70% and correlated significantly (p < 0.05) with sleep efficiency measured by actigraphy. Mean and variability of actigraphy measures like sleep efficiency and number of awakenings were related significantly (p < 0.05) to ASD symptom severity, hyperactivity and anxiety. In the elastic net model, caregiver-reported sleep, and variability of sleep efficiency and awakenings were amongst the important predictors of anxiety. CONCLUSION: Caregivers report problems with sleep in the majority of children and adults with ASD. Reported problems and actigraphy measures of sleep, particularly variability, are related to parent reported behaviors. Measuring variability in sleep may prove useful in understanding the relationship between sleep problems and behavior in individuals with ASD. These findings may have implications for both intervention and monitoring outcomes in ASD. Frontiers Media S.A. 2020-03-24 /pmc/articles/PMC7105870/ /pubmed/32265629 http://dx.doi.org/10.3389/fnins.2020.00211 Text en Copyright © 2020 Bangerter, Chatterjee, Manyakov, Ness, Lewin, Skalkin, Boice, Goodwin, Dawson, Hendren, Leventhal, Shic, Esbensen and Pandina. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Bangerter, Abigail Chatterjee, Meenakshi Manyakov, Nikolay V. Ness, Seth Lewin, David Skalkin, Andrew Boice, Matthew Goodwin, Matthew S. Dawson, Geraldine Hendren, Robert Leventhal, Bennett Shic, Frederick Esbensen, Anna Pandina, Gahan Relationship Between Sleep and Behavior in Autism Spectrum Disorder: Exploring the Impact of Sleep Variability |
title | Relationship Between Sleep and Behavior in Autism Spectrum Disorder: Exploring the Impact of Sleep Variability |
title_full | Relationship Between Sleep and Behavior in Autism Spectrum Disorder: Exploring the Impact of Sleep Variability |
title_fullStr | Relationship Between Sleep and Behavior in Autism Spectrum Disorder: Exploring the Impact of Sleep Variability |
title_full_unstemmed | Relationship Between Sleep and Behavior in Autism Spectrum Disorder: Exploring the Impact of Sleep Variability |
title_short | Relationship Between Sleep and Behavior in Autism Spectrum Disorder: Exploring the Impact of Sleep Variability |
title_sort | relationship between sleep and behavior in autism spectrum disorder: exploring the impact of sleep variability |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7105870/ https://www.ncbi.nlm.nih.gov/pubmed/32265629 http://dx.doi.org/10.3389/fnins.2020.00211 |
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